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Semiparametric estimation of McKean–Vlasov SDEs

D. Belomestny,Vytaut.e Pilipauskait.e,M. Podolskij

2021 · DOI: 10.1214/22-aihp1261
Annales De L Institut Henri Poincare-probabilites Et Statistiques · 29 Citations

Abstract

In this paper we study the problem of semiparametric estimation for a class of McKean-Vlasov stochastic differential equations. Our aim is to estimate the drift coefficient of a MV-SDE based on observations of the corresponding particle system. We propose a semiparametric estimation procedure and derive the rates of convergence for the resulting estimator. We further prove that the obtained rates are essentially optimal in the minimax sense.